4.7 Article

Mixed H2/H∞ State Estimation for Discrete-Time Switched Complex Networks With Random Coupling Strengths Through Redundant Channels

期刊

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TNNLS.2019.2952249

关键词

Complex networks; mixed H-2/H-infinity performance; random coupling strengths; redundant channels; state estimation; stochastic stability with probability 1

资金

  1. National Natural Science Foundation of China [U1509205, 61973102, 61873148, 61933007, 61573316, 61873082]
  2. Zhejiang Provincial Natural Science Foundation of China [LR16F030003]
  3. Research Fund for the Taishan Scholar Project of Shandong Province of China
  4. China Postdoctoral Science Foundation [2019TQ0202]
  5. Shanghai Pujiang Program of China [19PJ1408100]
  6. Royal Society
  7. Alexander von Humboldt Foundation of Germany

向作者/读者索取更多资源

This article investigates the mixed H-2/H-infinity state estimation problem for a class of discrete-time switched complex networks with random coupling strengths through redundant communication channels. A sequence of random variables satisfying certain probability distributions is employed to describe the stochasticity of the coupling strengths. A redundant-channel-based data transmission mechanism is adopted to enhance the reliability of the transmission channel from the sensor to the estimator. The purpose of the addressed problem is to design a state estimator for each node, such that the error dynamics achieves both the stochastic stability (with probability 1) and the prespecified mixed H-2/H-infinity performance requirement. By using the switched system theory, an extensive stochastic analysis is carried out to derive the sufficient conditions ensuring the stochastic stability as well as the mixed H-2/H-infinity performance index. The desired state estimator is also parameterized by resorting to the solutions to certain convex optimization problems. A numerical example is provided to illustrate the validity of the proposed estimation scheme.

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